{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python385jvsc74a57bd0b3ba2566441a7c06988d0923437866b63cedc61552a5af99d1f4fb67d367b25f",
   "display_name": "Python 3.8.5 64-bit (conda)"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "my_seed = 2017\n",
    "np.random.seed(my_seed)\n",
    "\n",
    "import random \n",
    "random.seed(my_seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_set_name = \"ec_data\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = np.fromfile(data_set_name)/(1024 * 1024)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_len = 10\n",
    "X = []\n",
    "Y = []\n",
    "for i in range(len(all_data)-sequence_len):\n",
    "    X.append(all_data[i:i+sequence_len])\n",
    "    Y.append(all_data[i+sequence_len])\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "# 默认shufft\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import svm\n",
    "SVR = svm.SVR()\n",
    "SVR.fit(X_train, Y_train)\n",
    "Y_predict = SVR.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预测的值\n",
    "Y_test_predict = Y_predict\n",
    "# 真实值\n",
    "Y_test_real =  Y_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 6))\n",
    "fig.suptitle(data_set_name)\n",
    "\n",
    "x = np.arange(100, 150, 1)\n",
    "plt.subplots_adjust(wspace =0, hspace =0.5)#调整子图间距\n",
    "\n",
    "plt.subplot(2,1,1)\n",
    "plt.plot(x,Y_test_predict[100:150],label=\"预测值\")\n",
    "plt.plot(x,Y_test_real[100:150],label=\"真实值\")\n",
    "plt.ylabel('流量大小(Mb)')\n",
    "\n",
    "plt.legend(loc=1,ncol=1)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.ylabel('流量大小(Mb)')\n",
    "plt.plot(Y_test_predict,label=\"预测值\")\n",
    "plt.plot(Y_test_real,label=\"真实值\")\n",
    "#指定图例位置，1右上角，2左上角，3右下角，4左下角，0自动适应图像\n",
    "# plt.legend(loc=0,ncol=1)\n",
    "plt.legend(loc=1,ncol=1)\n",
    "\n",
    "plt.savefig(data_set_name+\"_svm_predict.png\",dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根均方误差(RMSE)：475.84175825581696\n",
      "平均绝对百分比误差(MAPE)：0.09493292631067753\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error as MSE\n",
    "\n",
    "def MAPE(true, pred):\n",
    "    diff = np.abs(np.array(true) - np.array(pred))\n",
    "    return np.mean(diff / true)\n",
    "def RMSE(predictions, targets):\n",
    "    return np.sqrt(((predictions - targets) ** 2).mean())\n",
    "\n",
    "    \n",
    "print(f\"根均方误差(RMSE)：{RMSE(Y_test_predict, Y_test_real)}\")\n",
    "print(f\"平均绝对百分比误差(MAPE)：{MAPE(Y_test_predict, Y_test_real)}\")\n"
   ]
  }
 ]
}